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@@ -35,31 +35,35 @@ More details on model performance across various devices, can be found
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | Swin-Base | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 22.595 ms | 0 - 27 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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- | Swin-Base | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 21.616 ms | 1 - 4 MB | FP16 | NPU | [Swin-Base.so](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.so) |
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- | Swin-Base | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 21.444 ms | 0 - 422 MB | FP16 | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.onnx) |
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- | Swin-Base | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 15.845 ms | 0 - 379 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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- | Swin-Base | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 15.122 ms | 1 - 19 MB | FP16 | NPU | [Swin-Base.so](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.so) |
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- | Swin-Base | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 14.945 ms | 1 - 378 MB | FP16 | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.onnx) |
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- | Swin-Base | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 12.4 ms | 0 - 375 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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- | Swin-Base | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 14.807 ms | 1 - 345 MB | FP16 | NPU | Use Export Script |
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- | Swin-Base | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 13.687 ms | 13 - 342 MB | FP16 | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.onnx) |
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- | Swin-Base | SA7255P ADP | SA7255P | TFLITE | 305.281 ms | 0 - 372 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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- | Swin-Base | SA7255P ADP | SA7255P | QNN | 298.93 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | Swin-Base | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 22.436 ms | 0 - 34 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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- | Swin-Base | SA8255 (Proxy) | SA8255P Proxy | QNN | 21.656 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | Swin-Base | SA8295P ADP | SA8295P | TFLITE | 32.11 ms | 0 - 361 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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- | Swin-Base | SA8295P ADP | SA8295P | QNN | 30.674 ms | 1 - 17 MB | FP16 | NPU | Use Export Script |
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- | Swin-Base | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 22.912 ms | 0 - 34 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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- | Swin-Base | SA8650 (Proxy) | SA8650P Proxy | QNN | 21.555 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | Swin-Base | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 305.281 ms | 0 - 372 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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- | Swin-Base | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 298.93 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | Swin-Base | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 22.35 ms | 0 - 31 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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- | Swin-Base | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 21.509 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | Swin-Base | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 29.436 ms | 0 - 379 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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- | Swin-Base | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 28.7 ms | 1 - 375 MB | FP16 | NPU | Use Export Script |
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- | Swin-Base | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 22.073 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | Swin-Base | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 24.788 ms | 175 - 175 MB | FP16 | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.onnx) |
 
 
 
 
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@@ -123,8 +127,8 @@ Profiling Results
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  Swin-Base
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 22.6
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- Estimated peak memory usage (MB): [0, 27]
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  Total # Ops : 1568
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  Compute Unit(s) : NPU (1568 ops)
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  ```
 
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | Swin-Base | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 22.452 ms | 0 - 28 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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+ | Swin-Base | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 22.637 ms | 0 - 28 MB | FP16 | NPU | [Swin-Base.so](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.so) |
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+ | Swin-Base | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 21.905 ms | 0 - 414 MB | FP16 | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.onnx) |
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+ | Swin-Base | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 15.906 ms | 0 - 379 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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+ | Swin-Base | Samsung Galaxy S24 | Snapdragon�� 8 Gen 3 | QNN | 15.932 ms | 1 - 385 MB | FP16 | NPU | [Swin-Base.so](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.so) |
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+ | Swin-Base | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 14.966 ms | 1 - 380 MB | FP16 | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.onnx) |
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+ | Swin-Base | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 14.556 ms | 0 - 375 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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+ | Swin-Base | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 12.367 ms | 1 - 346 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Base | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 13.673 ms | 1 - 337 MB | FP16 | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.onnx) |
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+ | Swin-Base | SA7255P ADP | SA7255P | TFLITE | 305.309 ms | 0 - 372 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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+ | Swin-Base | SA7255P ADP | SA7255P | QNN | 298.919 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Base | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 22.635 ms | 0 - 31 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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+ | Swin-Base | SA8255 (Proxy) | SA8255P Proxy | QNN | 21.6 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Base | SA8295P ADP | SA8295P | TFLITE | 32.144 ms | 0 - 361 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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+ | Swin-Base | SA8295P ADP | SA8295P | QNN | 30.556 ms | 1 - 18 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Base | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 22.367 ms | 0 - 32 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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+ | Swin-Base | SA8650 (Proxy) | SA8650P Proxy | QNN | 21.693 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Base | SA8775P ADP | SA8775P | TFLITE | 31.072 ms | 0 - 373 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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+ | Swin-Base | SA8775P ADP | SA8775P | QNN | 29.923 ms | 0 - 9 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Base | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 305.309 ms | 0 - 372 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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+ | Swin-Base | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 298.919 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Base | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 22.368 ms | 0 - 25 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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+ | Swin-Base | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 21.554 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Base | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 31.072 ms | 0 - 373 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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+ | Swin-Base | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 29.923 ms | 0 - 9 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Base | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 29.496 ms | 0 - 376 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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+ | Swin-Base | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 28.593 ms | 0 - 378 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Base | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 22.486 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | Swin-Base | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 24.818 ms | 175 - 175 MB | FP16 | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.onnx) |
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  Swin-Base
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 22.5
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+ Estimated peak memory usage (MB): [0, 28]
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  Total # Ops : 1568
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  Compute Unit(s) : NPU (1568 ops)
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  ```